epoch 0, loss_tr=8.415409 err_tr=0.999609 loss_te=8.577423 err_te=0.999588 err_te_snt=0.999597
epoch 50, loss_tr=4.116105 err_tr=0.859531 loss_te=4.504067 err_te=0.883719 err_te_snt=0.615674
epoch 100, loss_tr=2.071963 err_tr=0.517734 loss_te=2.625954 err_te=0.591556 err_te_snt=0.161031
epoch 150, loss_tr=1.384085 err_tr=0.360078 loss_te=2.158391 err_te=0.487533 err_te_snt=0.097424
epoch 200, loss_tr=1.084015 err_tr=0.290469 loss_te=1.843373 err_te=0.416353 err_te_snt=0.065083
epoch 250, loss_tr=0.870169 err_tr=0.234687 loss_te=1.720996 err_te=0.385542 err_te_snt=0.054482
epoch 300, loss_tr=0.715805 err_tr=0.196094 loss_te=1.535455 err_te=0.341465 err_te_snt=0.038916
epoch 350, loss_tr=0.597377 err_tr=0.163281 loss_te=1.500333 err_te=0.325125 err_te_snt=0.031267
epoch 400, loss_tr=0.519162 err_tr=0.143906 loss_te=1.398540 err_te=0.301309 err_te_snt=0.028717
epoch 450, loss_tr=0.452386 err_tr=0.126016 loss_te=1.335546 err_te=0.289094 err_te_snt=0.027241
epoch 500, loss_tr=0.414696 err_tr=0.116328 loss_te=1.324186 err_te=0.279730 err_te_snt=0.024020
epoch 550, loss_tr=0.363859 err_tr=0.102266 loss_te=1.290630 err_te=0.268053 err_te_snt=0.021202
epoch 600, loss_tr=0.323184 err_tr=0.090312 loss_te=1.355728 err_te=0.273256 err_te_snt=0.020800
epoch 650, loss_tr=0.293480 err_tr=0.079922 loss_te=1.278798 err_te=0.261726 err_te_snt=0.019458
epoch 700, loss_tr=0.275255 err_tr=0.078359 loss_te=1.346809 err_te=0.264278 err_te_snt=0.022410
epoch 750, loss_tr=0.264367 err_tr=0.074453 loss_te=1.239687 err_te=0.245837 err_te_snt=0.017982
epoch 800, loss_tr=0.237277 err_tr=0.070156 loss_te=1.284357 err_te=0.246742 err_te_snt=0.017848
epoch 850, loss_tr=0.212028 err_tr=0.061250 loss_te=1.261701 err_te=0.241307 err_te_snt=0.015566
epoch 900, loss_tr=0.199561 err_tr=0.056719 loss_te=1.276968 err_te=0.240273 err_te_snt=0.017311
epoch 950, loss_tr=0.198198 err_tr=0.055547 loss_te=1.264387 err_te=0.236401 err_te_snt=0.015969
epoch 1000, loss_tr=0.184017 err_tr=0.051641 loss_te=1.299429 err_te=0.234114 err_te_snt=0.015298
epoch 1050, loss_tr=0.172667 err_tr=0.048359 loss_te=1.296639 err_te=0.233574 err_te_snt=0.016774
epoch 1100, loss_tr=0.160214 err_tr=0.045781 loss_te=1.292967 err_te=0.230267 err_te_snt=0.014627
epoch 1150, loss_tr=0.151525 err_tr=0.045234 loss_te=1.314958 err_te=0.228367 err_te_snt=0.013688
epoch 1200, loss_tr=0.155950 err_tr=0.043125 loss_te=1.286545 err_te=0.224347 err_te_snt=0.013285
epoch 1250, loss_tr=0.137540 err_tr=0.036719 loss_te=1.314261 err_te=0.225993 err_te_snt=0.013822
epoch 1300, loss_tr=0.129536 err_tr=0.035937 loss_te=1.345734 err_te=0.225794 err_te_snt=0.014359
epoch 1350, loss_tr=0.127189 err_tr=0.037109 loss_te=1.338786 err_te=0.225161 err_te_snt=0.014359
epoch 1400, loss_tr=0.120393 err_tr=0.032734 loss_te=1.367840 err_te=0.224156 err_te_snt=0.012882
epoch 1450, loss_tr=0.114319 err_tr=0.031328 loss_te=1.326412 err_te=0.217252 err_te_snt=0.012480
epoch 1500, loss_tr=0.140635 err_tr=0.037734 loss_te=1.415862 err_te=0.229174 err_te_snt=0.013553
epoch 1550, loss_tr=0.115772 err_tr=0.030625 loss_te=1.322826 err_te=0.213763 err_te_snt=0.012077
epoch 2000, loss_tr=0.116029 err_tr=0.030391 loss_te=1.341048 err_te=0.216257 err_te_snt=0.012077
epoch 2050, loss_tr=0.098052 err_tr=0.029766 loss_te=1.361094 err_te=0.214970 err_te_snt=0.012211
epoch 2100, loss_tr=0.102707 err_tr=0.028437 loss_te=1.385248 err_te=0.215416 err_te_snt=0.013419
epoch 2150, loss_tr=0.107021 err_tr=0.029219 loss_te=1.380832 err_te=0.213076 err_te_snt=0.012748
epoch 2200, loss_tr=0.105659 err_tr=0.027734 loss_te=1.445240 err_te=0.222681 err_te_snt=0.012748
epoch 2250, loss_tr=0.093002 err_tr=0.023828 loss_te=1.474228 err_te=0.221324 err_te_snt=0.011809
epoch 2300, loss_tr=0.101431 err_tr=0.027734 loss_te=1.435332 err_te=0.212716 err_te_snt=0.011943
epoch 2350, loss_tr=0.077562 err_tr=0.020469 loss_te=1.523828 err_te=0.221549 err_te_snt=0.012748
epoch 2400, loss_tr=0.090142 err_tr=0.025391 loss_te=1.476713 err_te=0.215750 err_te_snt=0.012614
epoch 2450, loss_tr=0.090422 err_tr=0.022422 loss_te=1.440787 err_te=0.209432 err_te_snt=0.011541
epoch 2500, loss_tr=0.075487 err_tr=0.020547 loss_te=1.477520 err_te=0.210486 err_te_snt=0.011541
epoch 2550, loss_tr=0.084081 err_tr=0.022500 loss_te=1.443009 err_te=0.209026 err_te_snt=0.011004
epoch 2600, loss_tr=0.079619 err_tr=0.020781 loss_te=1.548273 err_te=0.212122 err_te_snt=0.012614
epoch 2650, loss_tr=0.086242 err_tr=0.022031 loss_te=1.452410 err_te=0.204500 err_te_snt=0.011004
epoch 2700, loss_tr=0.075155 err_tr=0.019453 loss_te=1.508854 err_te=0.207057 err_te_snt=0.009930
epoch 2750, loss_tr=0.072780 err_tr=0.018906 loss_te=1.500366 err_te=0.202887 err_te_snt=0.011138
epoch 2800, loss_tr=0.064389 err_tr=0.016562 loss_te=1.522142 err_te=0.208537 err_te_snt=0.012077
epoch 2850, loss_tr=0.071774 err_tr=0.019063 loss_te=1.535720 err_te=0.206405 err_te_snt=0.010467
epoch 2900, loss_tr=0.060185 err_tr=0.015937 loss_te=1.561053 err_te=0.206871 err_te_snt=0.009930
